dyngraph2vec: Capturing Network Dynamics using Dynamic Graph Representation Learning

7 September 2018

Papers citing "dyngraph2vec: Capturing Network Dynamics using Dynamic Graph Representation Learning"

34 / 34 papers shown

Title
MUST: Multi-Scale Structural-Temporal Link Prediction Model for UAV Ad Hoc Networks Cunlai Pu Fangrui Wu Rajput Ramiz Sharafat Guangzhao Dai Xiangbo Shu 21 0 0 14 May 2025
Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models Siwei Zhang Yun Xiong Yateng Tang Xi Chen Zian Jia Zehao Gu Jiarong Xu Jiawei Zhang AI4CE 80 1 0 18 Mar 2025
Community-Aware Temporal Walks: Parameter-Free Representation Learning on Continuous-Time Dynamic Graphs He Yu Jiaheng Liu 41 0 0 21 Jan 2025
A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers Ashish Parmanand Pandey Alan John Varghese Sarang Patil Mengjia Xu Mamba 123 0 0 15 Dec 2024
DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models Zifeng Ding Yifeng Li Yuan He Antonio Norelli Jingcheng Wu Volker Tresp Yunpu Ma Michael Bronstein Mamba 51 3 0 08 Aug 2024
Anomaly Detection in Dynamic Graphs: A Comprehensive Survey Ocheme Anthony Ekle William Eberle AI4TS 47 10 0 31 May 2024
Knowledge Graph Pruning for Recommendation Fake Lin Xi Zhu Ziwei Zhao Deqiang Huang Yu Yu Xueying Li Zhi Zheng Tong Xu Enhong Chen 34 0 0 19 May 2024
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers Alan John Varghese Aniruddha Bora Mengjia Xu George Karniadakis 46 5 0 05 Jul 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 29 100 0 23 Mar 2023
Do We Really Need Complicated Model Architectures For Temporal Networks? Weilin Cong Si Zhang Jian Kang Baichuan Yuan Hao Wu Xin Zhou Yangqiu Song Mehrdad Mahdavi GNN AI4TS 33 115 0 22 Feb 2023
A Comprehensive Survey on Graph Summarization with Graph Neural Networks Nasrin Shabani Jia Wu Amin Beheshti Quan.Z Sheng Jin Foo Venus Haghighi Ambreen Hanif Maryam Shahabikargar GNN AI4TS 45 12 0 13 Feb 2023
Learnable Spectral Wavelets on Dynamic Graphs to Capture Global Interactions Anson Bastos Abhishek Nadgeri Kuldeep Singh Toyotaro Suzumura Manish Singh 45 7 0 22 Nov 2022
Towards Real-Time Temporal Graph Learning Deniz Gurevin Mohsin Shan Tong Geng Weiwen Jiang Caiwen Ding O. Khan AI4TS AI4CE 45 0 0 08 Oct 2022
ROLAND: Graph Learning Framework for Dynamic Graphs Jiaxuan You Tianyu Du J. Leskovec AI4CE 23 166 0 15 Aug 2022
Robust Knowledge Adaptation for Dynamic Graph Neural Networks Han Li Changsheng Li Kaituo Feng Ye Yuan Guoren Wang H. Zha 39 13 0 22 Jul 2022
Instant Graph Neural Networks for Dynamic Graphs Yanping Zheng Hanzhi Wang Zhewei Wei Jiajun Liu Sibo Wang GNN 32 20 0 03 Jun 2022
A Mutually Exciting Latent Space Hawkes Process Model for Continuous-time Networks Zhipeng Huang Hadeel Soliman Subhadeep Paul Kevin S. Xu 24 11 0 19 May 2022
Understanding microbiome dynamics via interpretable graph representation learning K. Melnyk Kuba Weimann Tim Conrad 28 5 0 02 Mar 2022
Graph Lifelong Learning: A Survey F. Febrinanto Feng Xia Kristen Moore Chandra Thapa Charu C. Aggarwal CLL AI4CE 44 51 0 22 Feb 2022
Simulating User-Level Twitter Activity with XGBoost and Probabilistic Hybrid Models Frederick Mubang Lawrence O. Hall AI4TS 21 2 0 18 Feb 2022
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs Namyong Park Fuchen Liu Purvanshi Mehta D. Cristofor Christos Faloutsos Yuxiao Dong 26 85 0 15 Feb 2022
Efficient Dynamic Graph Representation Learning at Scale Xinshi Chen Yan Zhu Haowen Xu Mengya Liu Liang Xiong Muhan Zhang Le Song 24 7 0 14 Dec 2021
Dyn-Backdoor: Backdoor Attack on Dynamic Link Prediction Jinyin Chen Haiyang Xiong Haibin Zheng Jian Zhang Guodong Jiang Yi Liu AAML SILM AI4CE 51 10 0 08 Oct 2021
DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks C. Connell Yangkun Wang 14 0 0 12 Mar 2021
On the Equivalence Between Temporal and Static Graph Representations for Observational Predictions Jianfei Gao Bruno Ribeiro 29 11 0 12 Mar 2021
Understanding graph embedding methods and their applications Mengjia Xu 26 129 0 15 Dec 2020
Reinforcement Learning-based Black-Box Evasion Attacks to Link Prediction in Dynamic Graphs Houxiang Fan Binghui Wang Pan Zhou Ang Li Meng Pang Zichuan Xu Cai Fu H. Li Yiran Chen AAML MLAU 22 16 0 01 Sep 2020
Structural Temporal Graph Neural Networks for Anomaly Detection in Dynamic Graphs Lei Cai Zhengzhang Chen Chen Luo Jiaping Gui Jingchao Ni Ding Li Haifeng Chen 23 124 0 15 May 2020
K-Core based Temporal Graph Convolutional Network for Dynamic Graphs Jingxin Liu Chang Xu Chang Yin Weiqiang Wu You Song GNN 65 47 0 22 Mar 2020
ExEm: Expert Embedding using dominating set theory with deep learning approaches Narjes Nikzad Khasmakhi M. Balafar M. Feizi-Derakhshi C. Motamed 24 18 0 16 Jan 2020
Variational Graph Recurrent Neural Networks Ehsan Hajiramezanali Arman Hasanzadeh N. Duffield Krishna R. Narayanan Mingyuan Zhou Xiaoning Qian BDL GNN 20 184 0 26 Aug 2019
EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs A. Pareja Giacomo Domeniconi Jie Chen Tengfei Ma Toyotaro Suzumura H. Kanezashi Tim Kaler Tao B. Schardl Charles E. Leisersen GNN 52 1,043 0 26 Feb 2019
Dynamic Graph Representation Learning via Self-Attention Networks Aravind Sankar Yanhong Wu Liang Gou Wei Zhang Hao Yang GNN 24 119 0 22 Dec 2018
Scalable Link Prediction in Dynamic Networks via Non-Negative Matrix Factorization Linhong Zhu Dong Guo Junming Yin Greg Ver Steeg Aram Galstyan 56 199 0 13 Nov 2014